Graph Database and Graph Computing for Power System Analysis 9781119903864, 9781119903871, 9781119903888
Graph databases have become one of the essential tools for managing large data systems. Their structure improves over tr
182 79 16MB
English Pages 514 Year 2023
- Author / Uploaded
- Renchang Dai
- Guangy iLiu
- Guangyi Liu
- Categories
- Computers
- Software: Systems: scientific computing
Table of contents :
Preface
Acknowledgments
Part I: Theory and Approaches
1 Introduction
2 Graph Database
3 Graph Parallel Computing
4 Large-Scale Algebraic Equations
5 High-Dimensional Differential Equations
6 Optimization Problems
7 Graph-Based Machine Learning
Part II: Implementations and Applications
8 Power Systems Modeling
9 State Estimation Graph Computing
10 Power Flow Graph Computing
11 Contingency Analysis Graph Computing
12 Economic Dispatch and Unit Commitment
13 Automatic Generation Control
14 Small-Signal Stability
15 Transient Stability
16 Graph-Based Deep Reinforcement Learning on Overload Control
17 Conclusions
Appendix
Index
